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Paper Citation Record · LEDGER

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing

As of 8 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2505.23320.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.23320 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:51:39.834010Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

23 of 23 outbound references displayed

  • verified exact1
  • verified fuzzy7
  • unresolved15
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3658e8d2-35ae-47a5-be64-c082b89d1a71 · outbound

This paper cites Azzimonti, G.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Azzimonti, G

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:51:43.975804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:36.506437Z digest=sha256:a400af9e86b7e704e20f6bbb4ef203c0cfd02a709e579f195cd6bb7eb3a97fb3

Observation de384171-5b43-4d38-bb72-4c815a99b88f · outbound

This paper cites an unresolved cited work.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:51:43.771487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:36.657123Z digest=sha256:cb1fcc4a17e3d16ef8b779bdd2c16eb593ed8156e25d1b51e866b6ed6c30e574

Observation a1c6dced-6e9d-4373-82ea-416682653187 · outbound

This paper cites an unresolved cited work.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:51:43.489383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:36.854394Z digest=sha256:55ea71c677ddeca6adea8f302ba2a1d466e8e3a2c9d8e2da3ed9fd5bbb610792

Observation ed3a34ad-3eb6-47bc-85f0-6ebf72b49b62 · outbound

This paper cites Fayyad and K.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Fayyad and K

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:51:43.116837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:36.996365Z digest=sha256:4bfa7ed31aa674573f15672550d28d272cae817ec7da8327b493cc48e445787b

Observation b8cf58f9-77e7-4c07-89cb-aaf38dfb7225 · outbound

This paper cites Friedman, D.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Friedman, D

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:51:42.852611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:37.176031Z digest=sha256:ac27a8ad730c0e3cb819dcf597b6e32be0035e92ec6dbd7efd43c940dadc7dce

Observation d6b0dfcb-77f3-4f60-b4e5-eac59ac835fd · outbound

This paper cites Ismail Fawaz, G.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Ismail Fawaz, G

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T12:51:37.325637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:51:37.325637Z digest=sha256:59b3fca175edf61aa89753d924ed290802a541169fa88038ddb1bedf2ce43227

Observation 7a17e37d-97d3-4594-82c8-ecc1226596e0 · outbound

This paper cites an unresolved cited work.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:51:42.654714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:37.469239Z digest=sha256:6804d733be571bcf1989d515d0fdc5c524a731c7008d762d1db8ead22e049738

Observation 398ec71c-278d-46c7-96db-d5529c03b5ac · outbound

This paper cites an unresolved cited work.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:51:42.465363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:37.611287Z digest=sha256:2e8dea332de42740c5ecbbc4641d8e28a757e1e36acff4cfdd6560ce05cd7999

Observation f7ed7690-6c8c-4bcc-99bc-57e44b747eed · outbound

This paper cites High-Dimensional Bayesian Regularised Regression with the BayesReg Package.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing High-Dimensional Bayesian Regularised Regression with the BayesReg Package

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T12:51:37.760974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:51:37.760974Z digest=sha256:b512188c73c99c6d7789ec9329704814af08be11d941a7e2a5e692e73c46c6fd

Observation b5d185ff-b744-4b05-9205-25b53316f546 · outbound

This paper cites Pedregosa, G.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Pedregosa, G

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:51:42.282498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:37.929374Z digest=sha256:2f346d59dad2efc9abb465575e4b1e2e8bec004ee0a40a552bce2cc7f6bfe631

Observation d40a742e-5c75-4c1e-a36c-bcaf88f71b75 · outbound

This paper cites Petitjean, W.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Petitjean, W

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:51:42.038966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:38.038543Z digest=sha256:719a0672468d5b8a0497224b9315e92b709c0e2cc70c9649788e11bb748342f6

Observation e78cbb4c-c608-4cb8-ae29-b347c11abf48 · outbound

This paper cites an unresolved cited work.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:51:41.854964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:38.199787Z digest=sha256:d823fc169ec1781e60e5bc8bf67d7c49155c1d6b660c5318de3399b6d7f4709d

Observation 4b8a89fb-5c15-4560-8b9f-f25ca1ef89d6 · outbound

This paper cites an unresolved cited work.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:51:41.651785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:38.411467Z digest=sha256:7bbded44ed30bb915b8c86b36da44627f08d833e03169cbd5d6a57fcfdc446ec

Observation 0f39d347-1e02-4e23-9a3a-98e4198a3cdf · outbound

This paper cites an unresolved cited work.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T12:51:38.536667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:51:38.536667Z digest=sha256:5aeb49e59ecd0c83a2f9fa02565492714c76d5e6c7d3797f827cc1b9b84e664c

Observation 653ba3be-cb80-4c3d-998b-57e12fdf8586 · outbound

This paper cites an unresolved cited work.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:51:41.419495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:38.700593Z digest=sha256:a71284ccb767dff189ba7bac8bc26bfd7155e1913c60548f7d55bfdfebe82dbc

Observation 2e5fe079-1500-4b37-8ca5-8fbc3580ef2b · outbound

This paper cites an unresolved cited work.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:51:41.234542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:38.848964Z digest=sha256:fd1c1a3ac185b52d614c234b15c34f81d3c5be94ce8bc5b89c205467621bdd12

Observation 74ef707b-e2d5-482b-9029-990138c70213 · outbound

This paper cites an unresolved cited work.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:51:41.025483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:39.022130Z digest=sha256:cddf301f8a78ba3e4b3971e84345ad8a307c5e114c8a52e9ebfdaa409980745a

Observation 6626df1c-d110-4700-8fbb-94c762a09cbb · outbound

This paper cites an unresolved cited work.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:51:40.873389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:39.180103Z digest=sha256:96ebc289f12a0e524536123f92c1422de45c5fb0f868ec258a80f513d416c65a

Observation efb7493b-5432-48e3-a39f-f7304d2f7e14 · outbound

This paper cites an unresolved cited work.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:51:40.709604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:39.302562Z digest=sha256:0cd1fdfeaf615863c067e38cc63f9f15bdebb0da62a0e9c9a4a7cff1d1e1029f

Observation ebc7bf50-0b6c-4d0a-b18f-da8b00f67526 · outbound

This paper cites Lecture notes on ridge regression.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Lecture notes on ridge regression

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T12:51:39.473043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:51:39.473043Z digest=sha256:5539fbaab1b6fc26345249aec52bd36b5048de5bad2738f9be41f9edbc46ae91

Observation 0db01276-e0d2-42df-849d-b853c7ba76f0 · outbound

This paper cites Pochhammer Priors for Sparse Count Models.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Pochhammer Priors for Sparse Count Models

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:51:40.043700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:39.618786Z digest=sha256:31ea8e4dcc77071d7174f82c97e49fa064d0e46b1c2a1865c70acf1f29442ac1

Observation 5619bc38-3e58-4552-8e3b-13b67d05dd09 · outbound

This paper cites Zhang, F.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Zhang, F

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:51:40.575788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:39.745795Z digest=sha256:bf9428ebfdbbf2ae18c8a8a359917be8e67276bf4c48f16cef26f00777a6c7c6

Observation b270ea3f-c86d-4f2a-9d8c-86eb1d44475e · outbound

This paper cites Zhang, F.

Efficient Parameter Estimation for Bayesian Network Classifiers using Hierarchical Linear Smoothing Zhang, F

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:51:40.398062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T12:51:39.834010Z digest=sha256:f7ffcb950a6414f890a51edb17cec8a4e771917be8374137a0ac27e15871007d

Pith citing papers

No inbound Pith citation observations are available.